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Rank [Formula: see text] Iterative Least Squares: Efficient Recovery of III-Conditioned Low Rank Matrices from Few Entries

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We present a new, simple, and computationally efficient iterative method for low rank matrix completion. Our method is inspired by the class of factorization-type iterative algorithms, but substantially differs from them in the way the problem is cast. Precise... ...